Application of back-translation: A transfer learning approach to identify ambiguous software requirements

Mathematics

• Transfer Learning 100%
• Ambiguous 66%
• Software 47%
• Requirements 42%
• Support Vector Machine 40%
• Requirements Engineering 38%
• Naive Bayes 33%
• Augmentation 25%
• Logistic Regression 23%
• High Accuracy 21%
• Requirements Specification 20%
• Text 19%
• Naive Bayes Classifier 18%
• Corpus 14%
• Natural Language 13%
• Classifier 11%
• Machine Learning 11%
• Industry 10%
• Linear regression 10%
• Target 9%
• Classify 8%
• Interpretation 7%
• Performance 6%
• Standards 5%
• Model 3%

Engineering & Materials Science

• Transfer learning 63%
• Support vector machines 42%
• Requirements engineering 40%
• Logistic regression 39%
• Classifiers 25%
• Linear regression 17%
• Machine learning 12%
• Specifications 11%
• Industry 7%